diff --git a/kernel/data-pipeline/dialect/mysql/src/main/java/org/apache/shardingsphere/data/pipeline/mysql/ingest/MySQLIncrementalDumper.java b/kernel/data-pipeline/dialect/mysql/src/main/java/org/apache/shardingsphere/data/pipeline/mysql/ingest/MySQLIncrementalDumper.java
index e3e093d777cbd..d07019cefc6e3 100644
--- a/kernel/data-pipeline/dialect/mysql/src/main/java/org/apache/shardingsphere/data/pipeline/mysql/ingest/MySQLIncrementalDumper.java
+++ b/kernel/data-pipeline/dialect/mysql/src/main/java/org/apache/shardingsphere/data/pipeline/mysql/ingest/MySQLIncrementalDumper.java
@@ -179,7 +179,7 @@ private List<DataRecord> handleUpdateRowsEvent(final UpdateRowsEvent event, fina
             for (int j = 0; j < beforeValues.length; j++) {
                 Serializable oldValue = beforeValues[j];
                 Serializable newValue = afterValues[j];
-                boolean updated = !Objects.equals(newValue, oldValue);
+                boolean updated = !Objects.deepEquals(newValue, oldValue);
                 PipelineColumnMetaData columnMetaData = tableMetaData.getColumnMetaData(j + 1);
                 dataRecord.addColumn(new Column(columnMetaData.getName(),
                         handleValue(columnMetaData, oldValue),
diff --git a/test/it/pipeline/src/test/java/org/apache/shardingsphere/test/it/data/pipeline/core/job/service/GovernanceRepositoryAPIImplTest.java b/test/it/pipeline/src/test/java/org/apache/shardingsphere/test/it/data/pipeline/core/job/service/GovernanceRepositoryAPIImplTest.java
index cf5203910f467..7806cda61dcb9 100644
--- a/test/it/pipeline/src/test/java/org/apache/shardingsphere/test/it/data/pipeline/core/job/service/GovernanceRepositoryAPIImplTest.java
+++ b/test/it/pipeline/src/test/java/org/apache/shardingsphere/test/it/data/pipeline/core/job/service/GovernanceRepositoryAPIImplTest.java
@@ -31,6 +31,8 @@
 import org.apache.shardingsphere.data.pipeline.core.task.PipelineTaskUtils;
 import org.apache.shardingsphere.data.pipeline.scenario.migration.config.MigrationTaskConfiguration;
 import org.apache.shardingsphere.data.pipeline.scenario.migration.context.MigrationJobItemContext;
+import org.apache.shardingsphere.elasticjob.infra.pojo.JobConfigurationPOJO;
+import org.apache.shardingsphere.infra.util.yaml.YamlEngine;
 import org.apache.shardingsphere.mode.event.DataChangedEvent;
 import org.apache.shardingsphere.mode.event.DataChangedEvent.Type;
 import org.apache.shardingsphere.mode.manager.ContextManager;
@@ -85,7 +87,10 @@ private static void watch() {
     @Test
     void assertIsJobConfigurationExisted() {
         assertFalse(governanceRepositoryAPI.isJobConfigurationExisted("foo_job"));
-        getClusterPersistRepository().persist("/pipeline/jobs/foo_job/config", "foo");
+        JobConfigurationPOJO value = new JobConfigurationPOJO();
+        value.setJobName("foo_job");
+        value.setShardingTotalCount(1);
+        getClusterPersistRepository().persist("/pipeline/jobs/foo_job/config", YamlEngine.marshal(value));
         assertTrue(governanceRepositoryAPI.isJobConfigurationExisted("foo_job"));
     }